Yes! This! The code should be so boring it's never a point of discussion. This implies several things - for example when bringing in a new person, it should be straightforward to teach them how to work with codebase.

Other implications include naming conventions, sufficient amount of documentation, what architectural patterns to choose (if you need to do something that even hints of accidental complexity you need to have really good justification for it)...etc.